Awesome List Updates on Jan 10, 2024

13 awesome lists updated today.

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1. Awesome Polars

Resources / Blog posts

• Interesting thread about Polars on Hacker News

2. Awesome V

Serialization

• ini-v (⭐5) - Simple and practical module for manipulating ini/cfg file.

Operating system

• winreg (⭐5) - MS Windows Registry API. (WIP)

Utility

• json2v (⭐25) - Convert a json to a struct in Vlang.

3. Awesome Mac

Developer Tools / Command Line Tools

• ShellHistory - Backup, sync and organize your shell history

Utilities / Productivity

• OpenIn - Take control of installed apps on your Mac

4. Awesome Db Tools

SQL / Analyzers

• Holistic.dev - Automatic detection service for database performance, security, and architecture issues.

Data / Lineage

• Dwh.dev - Nexgen data lineage for Snowflake.

5. Free Programming Books (English, By Subjects)

Professional Development

• Teaching Tech Together - Greg Wilson (HTML)

6. Awesome Agi Cocosci

Domain Specific Language / Design Theory

• Domain-specific languages: an annotated bibliography - ACM SIGPLAN Notices, 2000. [All Versions]. A survey on the topic of domain-specific languages as used for the construction and maintenance of software systems.

7. Awesome Audit Algorithms

Papers / 2023

• Stealing the Decoding Algorithms of Language Models - (CCS) Steal the type and hyperparameters of the decoding algorithms of a LLM.

8. Awesome Playwright

Utils

• playwright-elements - Playwright test extension for creatation of reusable components with ability to add child elements, methods and call them in chain. Reduce amount of your code in page object, or even use elements without page object.

9. Awesome Ios

Analytics

• Aptabase - Open Source, Privacy-First and Simple Analytics for Swift Apps.

10. Awesome Generative Deep Art

Generative AI history, timelines, maps, and definitions

• The Four Wars of the AI Stack (Dec 2023 Recap): "recap of top items for the AI Engineer from Dec 2023" ("The Data Wars, The War of the GPU Rich/Poor, The Multimodality War, The RAG/Ops War")

Auxiliary tools and concepts / Deforum

• SiteSpeakAI: Automate your customer support with AI

11. Awesome Selfhosted

Software / Wikis

• WikiDocs - A databaseless markdown flat-file wiki engine. (Demo, Source Code (⭐244)) MIT PHP/Docker

12. Awesome Tmux

Themes

• rose-pine (⭐128) - Soho vibes for tmux

• tmux-kanagawa (⭐47): Dark colorscheme inspired by the colors of the famous painting by Katsushika Hokusai.

13. Awesome Azure Openai Llm

Azure Enterprise Services / Azure AI Search

• Models as a Service (MaaS): A cloud-based AI approach that provides developers and businesses with access to pre-built, pre-trained machine learning models. [July 2023]

Prompt Engineering / Prompt Template Language

• Prompt Principle for Instructions: 26 prompt principles: e.g., 1) No need to be polite with LLM so there .. 16) Assign a role.. 17) Use Delimiters.. [26 Dec 2023]

Other techniques and LLM patterns / Llama Finetuning

• Model merging: : A technique that combines two or more large language models (LLMs) into a single model, using methods such as SLERP, TIES, DARE, and passthrough. [Jan 2024] git (⭐4.4k): mergekit

  Method	Pros	Cons
  SLERP	Preserves geometric properties, popular method	Can only merge two models, may decrease magnitude
  TIES	Can merge multiple models, eliminates redundant parameters	Requires a base model, may discard useful parameters
  DARE	Reduces overfitting, keeps expectations unchanged	May introduce noise, may not work well with large differences

Survey on Large Language Models / GPT series release date

• Google AI Research Recap
  • Gemini [06 Dec 2023] Three different sizes: Ultra, Pro, Nano. With a score of 90.0%, Gemini Ultra is the first model to outperform human experts on MMLU ref
  • Google AI Research Recap (2022 Edition)
  • Themes from 2021 and Beyond
  • Looking Back at 2020, and Forward to 2021

LLM for Robotics: Bridging AI and Robotics / OSS Alternatives for OpenAI Code Interpreter (aka. Advanced Data Analytics)

• Mobile ALOHA: Stanford’s mobile ALOHA robot learns from humans to cook, clean, do laundry. Mobile ALOHA extends the original ALOHA system by mounting it on a wheeled base ref [4 Jan 2024] / ALOHA: A Low-cost Open-source Hardware System for Bimanual Teleoperation.

Awesome demo / OSS Alternatives for OpenAI Code Interpreter (aka. Advanced Data Analytics)

• rewind.ai: Rewind captures everything you’ve seen on your Mac and iPhone [Nov 2023]

• Mobile ALOHA: A day of Mobile ALOHA [4 Jan 2024]

Challenges in evaluating AI systems / Math

• Challenges in evaluating AI systems: The challenges and limitations of various methods for evaluating AI systems, such as multiple-choice tests, human evaluations, red teaming, model-generated evaluations, and third-party audits. doc [4 Oct 2023]

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